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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I hope they do it …" 317 comments · Page 10 of 13
That dude on the bike is incredibly based. I hope he isnt prosecuted
That dude on the bike is incredibly based. I hope he isnt prosecuted
Identity Attack0.0038107792
Insult0.021481665
Profanity0.01805087
Threat0.010214032
Severe Toxicity0.002231598
Low Tox 0.057748068 Moderate Con 0.444 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge …
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge money as a students and getting no exposure of jobs, it is not because of education that students are coming it is because of exposure of an International companies which they are hoping to get, students are adding money to the economy how can you blame the students who are coming legally??
Identity Attack0.013445892
Insult0.02212623
Profanity0.013678487
Threat0.006440342
Severe Toxicity0.001373291
Low Tox 0.055521555 Constructive 0.515 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
Identity Attack0.03894114
Insult0.016860934
Profanity0.010518758
Threat0.0063367756
Severe Toxicity0.0013923645
Low Tox 0.054531995 Moderate Con 0.336 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Hopefully the guy on the bike has a secure job one that isn't woke. 😂
Hopefully the guy on the bike has a secure job one that isn't woke. 😂
Identity Attack0.00258985
Insult0.021997316
Profanity0.017162729
Threat0.008375733
Severe Toxicity0.0015735626
Low Tox 0.054531995 Low Con 0.197 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Hopefully mostly yanks.
Hopefully mostly yanks.
Identity Attack0.04203484
Insult0.015644927
Profanity0.016547862
Threat0.0089712385
Severe Toxicity0.0025749207
Low Tox 0.05378982 Low Con 0.186
Dec 28, 2025 Deportations From Canada at Their …
Thank you I hope a lot of people wake up before our freedom is gone
Thank you I hope a lot of people wake up before our freedom is gone
Identity Attack0.0071775843
Insult0.016100928
Profanity0.017367685
Threat0.012958534
Severe Toxicity0.002298355
Low Tox 0.05354243 Moderate Con 0.447 Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
90% of them are from a particular state in India and people from this state are very close to liberals heart. I hope you all understand what I mean
90% of them are from a particular state in India and people from this state are very close to liberals heart. I hope you all understand what I mean
Identity Attack0.034816213
Insult0.018581128
Profanity0.016103793
Threat0.00675104
Severe Toxicity0.0016021729
Low Tox 0.05280026 Constructive 0.517 Unverified_Claim
Oct 1, 2025 1 likes IRCC Names India in Study …
That guy with the helmet is actually based. I hope they won't target him.
That guy with the helmet is actually based. I hope they won't target him.
Identity Attack0.004347248
Insult0.017485369
Profanity0.015079016
Threat0.018537397
Severe Toxicity0.0019264221
Low Tox 0.05255287 Moderate Con 0.444 Humor_Satire
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to dissolve the H-1B & related programs, then begin mass deporting those on Visas, plus eliminate the birthright citizenship loophole.
Identity Attack0.016963007
Insult0.018065477
Profanity0.01086035
Threat0.010447056
Severe Toxicity0.0016212463
Low Tox 0.05230548 Moderate Con 0.468 Fear_Threat
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Thanks. I learned something today. I just hope they call out bad behavior within their own communities for the betterment of all Canadians. That includes paying your taxes and hiring outsiders etc.
Identity Attack0.023193322
Insult0.021675033
Profanity0.009750174
Threat0.0067834044
Severe Toxicity0.0012016296
Low Tox 0.051810697 Constructive 0.672
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to change in the uk. It takes time though.
Identity Attack0.031464707
Insult0.013858915
Profanity0.015659723
Threat0.008013252
Severe Toxicity0.0019931793
Low Tox 0.051563308 Constructive 0.644 Fear_Threat
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope something can be done before its too late! It breaks my heart not to see Canada as 50 years ago any more. 😢
Identity Attack0.033527173
Insult0.018967867
Profanity0.0098868115
Threat0.006602164
Severe Toxicity0.0014400482
Low Tox 0.05131592 Constructive 0.745
Aug 25, 2025 Why Canadians Are Turning Against …
At this point, China is your only hope.
At this point, China is your only hope.
Identity Attack0.02238941
Insult0.01632893
Profanity0.012482914
Threat0.008246276
Severe Toxicity0.0020122528
Low Tox 0.051068526 Low Con 0.195
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I hope it breaks more.
I hope it breaks more.
Identity Attack0.003903274
Insult0.012984909
Profanity0.025087673
Threat0.015256803
Severe Toxicity0.002336502
Low Tox 0.049584184 Moderate Con 0.337 Fear_Threat
Jan 21, 2026 Why Canada’s immigration system has …
The dude on the bike is brutally honest. Hope he watches his back at all times.
The dude on the bike is brutally honest. Hope he watches his back at all times.
Identity Attack0.0026083488
Insult0.019032324
Profanity0.01887069
Threat0.013424582
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.47 Fear_Threat
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Identity Attack0.020982565
Insult0.016024929
Profanity0.01442999
Threat0.008492245
Severe Toxicity0.002193451
Low Tox 0.045378547 Moderate Con 0.418 Solidarity
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
I hope he mentions the mass extortion going on in surrey BC, same problems on west side of Canada
I hope he mentions the mass extortion going on in surrey BC, same problems on west side of Canada
Identity Attack0.012842959
Insult0.014086916
Profanity0.010535837
Threat0.010964886
Severe Toxicity0.001411438
Low Tox 0.045378547 Constructive 0.516 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
Identity Attack0.015958117
Insult0.018710041
Profanity0.009903891
Threat0.006770459
Severe Toxicity0.0013065338
Low Tox 0.04290464 Moderate Con 0.386 Fear_Threat
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
I hope she and the other temporary workers in this video can stay in Canada.
I hope she and the other temporary workers in this video can stay in Canada.
Identity Attack0.010655383
Insult0.020643732
Profanity0.009920971
Threat0.0065827454
Severe Toxicity0.0012397766
Low Tox 0.04290464 Constructive 0.55 Solidarity
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
I hope they stop before is too late
I hope they stop before is too late
Identity Attack0.005253696
Insult0.0115029
Profanity0.018187506
Threat0.012958534
Severe Toxicity0.0019454956
Low Tox 0.0414203 Moderate Con 0.322
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
She said they gave us lots of hope. Who is THEY? She keeps saying THEY. I believe she is referring to people from her own country who pushed her to migrate to Canada
She said they gave us lots of hope. Who is THEY? She keeps saying THEY. I believe she is referring to people from her own country who pushed her to migrate to Canada
Identity Attack0.019475231
Insult0.0154929245
Profanity0.010928668
Threat0.006207318
Severe Toxicity0.0011110306
Low Tox 0.040925518 Constructive 0.602 Question
Feb 12, 2026 Canada's tighter immigration policy divides …
Many people they just take advantage their failure to conflict that that’s how they benefit anyhow I hope we all get along together without blaming anybody
Many people they just take advantage their failure to conflict that that’s how they benefit anyhow I hope we all get along together without blaming anybody
Identity Attack0.005364689
Insult0.018516673
Profanity0.015557245
Threat0.0069516995
Severe Toxicity0.0010299683
Low Tox 0.03969839 Moderate Con 0.436 Solidarity
Aug 25, 2025 Why Canadians Are Turning Against …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.